2014 · 11 citations · 10 references
EngineeringChemical EngineeringElectrical EngineeringElectrochemical EngineeringElectrochemistryMachine LearningBattery DiagnosticsBattery SystemsBattery TechnologyElectrochemical CellsState EstimationState Of Charge EstimationBattery State Of Charge ModelingLead-acid BatteriesLead-acid Battery SystemsMachine Learning For State Of Charge EstimationNeural Network-based EstimationOpen-circuit VoltageOpen-circuit Voltage EstimationState Of Charge Prediction
An accurate battery State of Charge (SOC) method are essential for having optimum utilization of a battery. The SOC estimation in this research propose Back propagation Neural Network method, then the result compare with Open Circuit Voltage (OCV) prediction and coulometric counting method Experiment results show that the SOC estimation shows accurate measurements with maximum average percentage error no more than 0.893%.
10
Power electronics converters, applications and design
F.V.P. Robinson · Microelectronics Journal · 1997 · 5.1K citations
Methods for state-of-charge determination and their applications
S. Piller, Marion Perrin, Andreas Jossen · Journal of Power Sources · 2001 · 1.1K citations
Natural Sciences, Chemistry, Physics +11